Ulys Sorok | On Engineering Independence

Why It Matters

Emphasizing closure forces engineers to build AI and robotics that can survive infrastructure failures, a prerequisite for reliable space colonization and the long‑term survival of human civilization.

Key Takeaways

• Closure measures a system's ability to sustain itself independently.
• Current AI models lack fallback mechanisms for infrastructure failures.
• High closure is essential for space colonization and galactic expansion.
• Intelligence alone cannot ensure robustness without engineering independence.
• Future civilizations must prioritize redundancy, repairability, and resource flexibility.

Summary

Ulys Sorok, founder and CEO of the AI‑robotics firm Graham, used the Foresight Space Group forum to introduce “closure,” a systems‑level metric that gauges how much a technology can maintain and replicate itself without external support. He framed the discussion around engineering independence, arguing that today’s AI landscape—focused on performance, generality and autonomy—overlooks the crucial question of survivability when power, cloud services, or human operators disappear.

Sorok highlighted that current models have no built‑in fallback; a data‑center outage or a week‑long cloud outage would simply erase service. Closure, he explained, can be quantified along material, energy, information and organizational axes, always relative to an environment class. As environments become poorer, less stable, or more hostile, the need for high closure intensifies. He illustrated this with examples ranging from von Neumann probes—requiring redundancy, repairability and flexible resource use—to his own “insectoid” robots designed for gravity‑agnostic, unstructured terrains.

The conversation also contrasted two civilizational trajectories: a “galactic future” that climbs the closure gradient versus an “introspective future” that merely optimizes intelligence and energy efficiency within a bounded solar system. Sorok warned that humanity is trending toward the latter, risking dependence on Earth‑based infrastructure, and urged a shift toward engineering signatures that enable self‑replication and independent operation across diverse, even alien, environments.

If adopted, this closure‑centric mindset could reshape AI development, robotics, and space‑industry strategies, making large‑scale colonization and long‑term survivability far more feasible. Companies and policymakers would need to prioritize redundancy, modularity, and resource‑agnostic designs, moving beyond pure performance metrics toward resilient, self‑sustaining systems.

Original Description

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Ulys Sorok | On Engineering Independence

Abstract: John von Neumann’s 1948–1952 theory of self-reproducing automata established that finite machines can, in principle, manufacture exact functional copies of themselves. In 2025 the binding constraint on space­-industrial scale is no longer lift cost but the scarcity of capable labor, priced at ≈ $2 × 10⁵ USD per productive astronaut-hour. I formalise the problem as minimising the expected cost of labor, C_L = (E + M)/ρ, where E is local energy, M is feedstock, and ρ is the replication rate. Evolutionary robotics and real-option analysis jointly favour a multi-limbed general-purpose, non-humanoid, "insectoid" architecture; a more redundant, tool-agnostic, and substrate-indifferent pathway, as the cost-optimal carrier of self-replication. I derive the labour-cost asymptote, review terrestrial data (sub-$35 hr⁻¹ heavy industrial labor), and outline a phased path in which high-cadence Starship launches and ultra-cheap autonomous labor collapse the interplanetary supply-chain premium toward local energy and matter, enabling truly scalable, exponential off-world industry at the limit of self-sufficiency.

About: Ulys Sorok is the founder and CEO of GRAM (Galactic Resource Advancement Mechanism Technologies Corporation), an El Segundo–based foundational AI and robotics company building general-purpose insectoid robots to drive the cost of capable labor toward energy-and-matter limits in heavy industry and space. Committed to making humanity galactic within his lifetime, he previously worked as a Research Engineer at Ottawa’s CESER (CEntre for SElf-Replication Research) and served as a NASA Space Collective Fellow.

http://gramcorporation.com/

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Timecodes

00:00 Introduction and framing

03:50 Environments and dependence

06:10 Civilizational closure scales

08:50 Self replication and probes

12:20 Closure versus intelligence

17:10 Insectoid robotics case

26:10 Von Neumann probe path

33:50 Adaptation and robustness

40:50 Why not crabs

42:20 Q and A